475

我知道如何获得两个平面列表的交集:

b1 = [1,2,3,4,5,9,11,15]
b2 = [4,5,6,7,8]
b3 = [val for val in b1 if val in b2]

或者

def intersect(a, b):
    return list(set(a) & set(b))
 
print intersect(b1, b2)

但是当我必须找到嵌套列表的交集时,我的问题就开始了:

c1 = [1, 6, 7, 10, 13, 28, 32, 41, 58, 63]
c2 = [[13, 17, 18, 21, 32], [7, 11, 13, 14, 28], [1, 5, 6, 8, 15, 16]]

最后我想收到:

c3 = [[13,32],[7,13,28],[1,6]]

你们能帮我解决这个问题吗?

有关的

4

21 回答 21

896

您不需要定义交集。它已经是套装的一流部分。

>>> b1 = [1,2,3,4,5,9,11,15]
>>> b2 = [4,5,6,7,8]
>>> set(b1).intersection(b2)
set([4, 5])
于 2009-03-13T14:16:46.673 回答
179

如果你想:

c1 = [1, 6, 7, 10, 13, 28, 32, 41, 58, 63]
c2 = [[13, 17, 18, 21, 32], [7, 11, 13, 14, 28], [1, 5, 6, 8, 15, 16]]
c3 = [[13, 32], [7, 13, 28], [1,6]]

那么这里是 Python 2 的解决方案:

c3 = [filter(lambda x: x in c1, sublist) for sublist in c2]

在 Python 3filter中返回一个 iterable 而不是list,因此您需要使用 包装filter调用list()

c3 = [list(filter(lambda x: x in c1, sublist)) for sublist in c2]

解释:

过滤器部分获取每个子列表的项目并检查它是否在源列表 c1 中。对 c2 中的每个子列表执行列表推导。

于 2009-03-13T14:11:13.707 回答
61

对于只想找到两个列表的交集的人,Asker 提供了两种方法:

b1 = [1,2,3,4,5,9,11,15]
b2 = [4,5,6,7,8]
b3 = [val for val in b1 if val in b2]

def intersect(a, b):
     return list(set(a) & set(b))

print intersect(b1, b2)

但是有一种更有效的混合方法,因为您只需在列表/集合之间进行一次转换,而不是三个:

b1 = [1,2,3,4,5]
b2 = [3,4,5,6]
s2 = set(b2)
b3 = [val for val in b1 if val in s2]

这将在 O(n) 中运行,而他涉及列表理解的原始方法将在 O(n^2) 中运行

于 2009-12-09T17:26:06.410 回答
30

函数式方法:

input_list = [[1, 2, 3, 4, 5], [2, 3, 4, 5, 6], [3, 4, 5, 6, 7]]

result = reduce(set.intersection, map(set, input_list))

它可以应用于1+列表的更一般情况

于 2009-09-10T08:50:21.770 回答
27

纯列表理解版

>>> c1 = [1, 6, 7, 10, 13, 28, 32, 41, 58, 63]
>>> c2 = [[13, 17, 18, 21, 32], [7, 11, 13, 14, 28], [1, 5, 6, 8, 15, 16]]
>>> c1set = frozenset(c1)

展平变体:

>>> [n for lst in c2 for n in lst if n in c1set]
[13, 32, 7, 13, 28, 1, 6]

嵌套变体:

>>> [[n for n in lst if n in c1set] for lst in c2]
[[13, 32], [7, 13, 28], [1, 6]]
于 2009-03-13T14:35:58.813 回答
21

& 运算符取两个集合的交集。

{1, 2, 3} & {2, 3, 4}
Out[1]: {2, 3}
于 2016-12-16T11:09:47.363 回答
13

采用 2 个列表的交集的 Pythonic 方式是:

[x for x in list1 if x in list2]
于 2017-01-27T00:18:43.937 回答
8

您应该使用此代码进行展平(取自http://kogs-www.informatik.uni-hamburg.de/~meine/python_tricks),该代码未经测试,但我很确定它有效:


def flatten(x):
    """flatten(sequence) -> list

    Returns a single, flat list which contains all elements retrieved
    from the sequence and all recursively contained sub-sequences
    (iterables).

    Examples:
    >>> [1, 2, [3,4], (5,6)]
    [1, 2, [3, 4], (5, 6)]
    >>> flatten([[[1,2,3], (42,None)], [4,5], [6], 7, MyVector(8,9,10)])
    [1, 2, 3, 42, None, 4, 5, 6, 7, 8, 9, 10]"""

    result = []
    for el in x:
        #if isinstance(el, (list, tuple)):
        if hasattr(el, "__iter__") and not isinstance(el, basestring):
            result.extend(flatten(el))
        else:
            result.append(el)
    return result

展平列表后,以通常的方式执行交集:


c1 = [1, 6, 7, 10, 13, 28, 32, 41, 58, 63]
c2 = [[13, 17, 18, 21, 32], [7, 11, 13, 14, 28], [1, 5, 6, 8, 15, 16]]

def intersect(a, b):
     return list(set(a) & set(b))

print intersect(flatten(c1), flatten(c2))

于 2009-03-13T13:47:08.150 回答
8

既然intersect定义了,一个基本的列表理解就足够了:

>>> c3 = [intersect(c1, i) for i in c2]
>>> c3
[[32, 13], [28, 13, 7], [1, 6]]

由于 S. Lott 的评论和 TM. 的相关评论,改进:

>>> c3 = [list(set(c1).intersection(i)) for i in c2]
>>> c3
[[32, 13], [28, 13, 7], [1, 6]]
于 2012-02-21T11:38:00.057 回答
5

鉴于:

> c1 = [1, 6, 7, 10, 13, 28, 32, 41, 58, 63]

> c2 = [[13, 17, 18, 21, 32], [7, 11, 13, 14, 28], [1, 5, 6, 8, 15, 16]]

我发现以下代码运行良好,如果使用 set 操作可能更简洁:

> c3 = [list(set(f)&set(c1)) for f in c2] 

它得到:

> [[32, 13], [28, 13, 7], [1, 6]]

如果需要订购:

> c3 = [sorted(list(set(f)&set(c1))) for f in c2] 

我们有:

> [[13, 32], [7, 13, 28], [1, 6]]

顺便说一句,对于更 Python 的风格,这个也很好:

> c3 = [ [i for i in set(f) if i in c1] for f in c2]
于 2014-04-12T08:21:15.613 回答
3

我不知道我是否迟到了回答你的问题。在阅读了您的问题后,我想出了一个可以在列表和嵌套列表上工作的函数 intersect()。我用递归来定义这个函数,很直观。希望它是您正在寻找的:

def intersect(a, b):
    result=[]
    for i in b:
        if isinstance(i,list):
            result.append(intersect(a,i))
        else:
            if i in a:
                 result.append(i)
    return result

例子:

>>> c1 = [1, 6, 7, 10, 13, 28, 32, 41, 58, 63]
>>> c2 = [[13, 17, 18, 21, 32], [7, 11, 13, 14, 28], [1, 5, 6, 8, 15, 16]]
>>> print intersect(c1,c2)
[[13, 32], [7, 13, 28], [1, 6]]

>>> b1 = [1,2,3,4,5,9,11,15]
>>> b2 = [4,5,6,7,8]
>>> print intersect(b1,b2)
[4, 5]
于 2012-06-30T23:23:23.130 回答
2

您是否考虑[1,2]与 相交[1, [2]]?也就是说,你关心的只是数字,还是列表结构?

如果只有数字,请研究如何“扁平化”列表,然后使用该set()方法。

于 2009-03-13T13:45:14.957 回答
1

我也在寻找一种方法来做到这一点,最终结果是这样的:

def compareLists(a,b):
    removed = [x for x in a if x not in b]
    added = [x for x in b if x not in a]
    overlap = [x for x in a if x in b]
    return [removed,added,overlap]
于 2016-11-29T14:40:50.280 回答
0
c1 = [1, 6, 7, 10, 13, 28, 32, 41, 58, 63]

c2 = [[13, 17, 18, 21, 32], [7, 11, 13, 14, 28], [1, 5, 6, 8, 15, 16]]

c3 = [list(set(c2[i]).intersection(set(c1))) for i in xrange(len(c2))]

c3
->[[32, 13], [28, 13, 7], [1, 6]]
于 2014-11-21T08:59:50.800 回答
0

我们可以为此使用 set 方法:

c1 = [1, 6, 7, 10, 13, 28, 32, 41, 58, 63]
c2 = [[13, 17, 18, 21, 32], [7, 11, 13, 14, 28], [1, 5, 6, 8, 15, 16]]

   result = [] 
   for li in c2:
       res = set(li) & set(c1)
       result.append(list(res))

   print result
于 2015-05-05T12:05:52.380 回答
0

要定义正确考虑元素基数的交集,请使用Counter

from collections import Counter

>>> c1 = [1, 2, 2, 3, 4, 4, 4]
>>> c2 = [1, 2, 4, 4, 4, 4, 5]
>>> list((Counter(c1) & Counter(c2)).elements())
[1, 2, 4, 4, 4]
于 2017-05-18T06:39:17.213 回答
0
# Problem:  Given c1 and c2:
c1 = [1, 6, 7, 10, 13, 28, 32, 41, 58, 63]
c2 = [[13, 17, 18, 21, 32], [7, 11, 13, 14, 28], [1, 5, 6, 8, 15, 16]]
# how do you get c3 to be [[13, 32], [7, 13, 28], [1, 6]] ?

这是一种c3不涉及集合的设置方法:

c3 = []
for sublist in c2:
    c3.append([val for val in c1 if val in sublist])

但如果你喜欢只使用一行,你可以这样做:

c3 = [[val for val in c1 if val in sublist]  for sublist in c2]

这是列表推导中的列表推导,这有点不寻常,但我认为你应该不会有太多麻烦。

于 2017-08-24T20:19:39.337 回答
0
c1 = [1, 6, 7, 10, 13, 28, 32, 41, 58, 63]
c2 = [[13, 17, 18, 21, 32], [7, 11, 13, 14, 28], [1, 5, 6, 8, 15, 16]]
c3 = [list(set(i) & set(c1)) for i in c2]
c3
[[32, 13], [28, 13, 7], [1, 6]]

对我来说,这是一种非常优雅和快速的方法:)

于 2018-05-21T09:47:02.817 回答
0

可以reduce轻松制作平面列表。

您只需要使用初始化程序- 函数中的第三个参数reduce

reduce(
   lambda result, _list: result.append(
       list(set(_list)&set(c1)) 
     ) or result, 
   c2, 
   [])

以上代码适用于 python2 和 python3,但您需要将 reduce 模块导入为from functools import reduce. 有关详细信息,请参阅下面的链接。

于 2019-07-01T22:25:06.183 回答
-1

查找可迭代对象之间差异和交集的简单方法

如果重复很重要,请使用此方法

from collections import Counter

def intersection(a, b):
    """
    Find the intersection of two iterables

    >>> intersection((1,2,3), (2,3,4))
    (2, 3)

    >>> intersection((1,2,3,3), (2,3,3,4))
    (2, 3, 3)

    >>> intersection((1,2,3,3), (2,3,4,4))
    (2, 3)

    >>> intersection((1,2,3,3), (2,3,4,4))
    (2, 3)
    """
    return tuple(n for n, count in (Counter(a) & Counter(b)).items() for _ in range(count))

def difference(a, b):
    """
    Find the symmetric difference of two iterables

    >>> difference((1,2,3), (2,3,4))
    (1, 4)

    >>> difference((1,2,3,3), (2,3,4))
    (1, 3, 4)

    >>> difference((1,2,3,3), (2,3,4,4))
    (1, 3, 4, 4)
    """
    diff = lambda x, y: tuple(n for n, count in (Counter(x) - Counter(y)).items() for _ in range(count))
    return diff(a, b) + diff(b, a)
于 2020-03-20T20:47:52.480 回答
-1
from random import *

a = sample(range(0, 1000), 100)
b = sample(range(0, 1000), 100)
print(a)
print(b)
print(set(a).intersection(set(b)))
于 2022-01-11T22:30:00.013 回答